Search Results for author: Maximiliano Klemen

Found 2 papers, 0 papers with code

A Machine Learning-based Approach for Solving Recurrence Relations and its use in Cost Analysis of Logic Programs

no code implementations11 May 2024 Louis Rustenholz, Maximiliano Klemen, Miguel Ángel Carreira-Perpiñán, Pedro López-García

Such recurrence solving is a bottleneck in current tools: many of the recurrences that arise during the analysis cannot be solved with state-of-the-art solvers, including Computer Algebra Systems (CASs), so that specific methods for different classes of recurrences need to be developed.

Symbolic Regression

Solving Recurrence Relations using Machine Learning, with Application to Cost Analysis

no code implementations30 Aug 2023 Maximiliano Klemen, Miguel Á. Carreira-Perpiñán, Pedro Lopez-Garcia

Automatic static cost analysis infers information about the resources used by programs without actually running them with concrete data, and presents such information as functions of input data sizes.

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